{"adoption": {"forks": 258, "observed_at": "2026-09-03T02:15:05.298015+00:00", "stars": 1123}, "canonical_url": "https://ross.abutalabs.com/products/clawbio", "card": {"archived": false, "artifact_type": "library", "description": "🦖 ClawBio - The first bioinformatics-native AI agent skill library. Local-first. Reproducible. Open. Free.", "domain": ["bioinformatics", "artificial-intelligence", "developer-tools"], "enriched": true, "function": ["agent-framework", "mcp", "cli", "sdk", "data-science"], "health_score": 100, "homepage": "https://clawbio.github.io/ClawBio/", "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["ClawBio/ClawBio"], "name": "ClawBio/ClawBio", "platform": ["python", "cli", "cross-platform", "self-hosted"], "pushed_at": "2026-09-02T08:47:03+00:00", "repo": "ClawBio/ClawBio", "stars": 1123, "tags": ["bioinformatics-skills", "genomics", "mcp-server", "reproducibility", "local-first", "pharmacogenomics", "gwas", "variant-annotation", "claude-code-plugin", "openclaw", "ai-agents", "command-line", "docker"], "topics": ["ai-agents", "bioinformatics", "equity", "genomics", "local-first", "openclaw", "population-genetics", "reproducibility"], "urls": [], "use_cases": ["run pharmacogenomics analysis on genetic data locally", "query GWAS and genomic databases from an AI agent", "annotate variants in a whole-genome sequence", "give Claude or Cursor reproducible bioinformatics skills via MCP", "reproduce bioinformatics analyses with checksummed commands", "compute polygenic risk scores and nutrigenomics advice", "run scRNA-seq and population genetics workflows with demo data"], "what_it_is": "ClawBio is a bioinformatics-native AI agent skill library offering 97 curated, reproducible skills for genomics tasks like pharmacogenomics, GWAS lookup, and variant annotation. It runs locally via a Python CLI/library, installs as a Claude Code plugin, and ships an MCP server so agents in Cursor, Zed, VS Code, and Claude Desktop can execute real analyses with demo data by default.", "when_to_avoid": ["you need a hosted or cloud-native bioinformatics platform rather than local execution", "you require production clinical-grade genomic analysis with regulatory compliance", "you don't use AI coding agents and just need a traditional bioinformatics pipeline tool"], "when_to_choose": ["you want AI agents to execute real, reproducible bioinformatics pipelines locally", "you need privacy-focused genomics analysis with demo data by default", "you use Claude Code, Cursor, Zed, VS Code, or Claude Desktop and want genomics skills via MCP", "you want a curated, benchmarked library of bioinformatics skills instead of ad-hoc prompts"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/clawbio", "repo": "ClawBio/ClawBio", "role": "main", "score": 81}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:41:26.809927+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6e3e5a9854487f87f440fb5ebd273b6f1ed04f739fc87fe04140d87bc5e4880f", "fetched_at": "2026-09-03T02:15:05.298015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ClawBio/ClawBio"}, {"content_hash": "9638fbea32c18bcbbca59b1b0abf18c4e8a8fc65a3c4204ea17a1881fd337eec", "fetched_at": "2026-08-29T12:45:26.676123+00:00", "kind": "homepage", "missing": false, "url": "https://clawbio.github.io/ClawBio/"}, {"content_hash": "6793d178f79fc9a60431859958119708cc64b2d1a3f85e565cc9428f00ea86d3", "fetched_at": "2026-08-29T12:45:26.679018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.clawbio.ai"}, {"content_hash": "504721670c8aa07780efa167432bdaf89a513c15f02f1ae4ad2affd29d901b44", "fetched_at": "2026-08-29T12:45:26.681028+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/clawbio/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:41:26.809927+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6e3e5a9854487f87f440fb5ebd273b6f1ed04f739fc87fe04140d87bc5e4880f", "fetched_at": "2026-09-03T02:15:05.298015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ClawBio/ClawBio"}, {"content_hash": "9638fbea32c18bcbbca59b1b0abf18c4e8a8fc65a3c4204ea17a1881fd337eec", "fetched_at": "2026-08-29T12:45:26.676123+00:00", "kind": "homepage", "missing": false, "url": "https://clawbio.github.io/ClawBio/"}, {"content_hash": "6793d178f79fc9a60431859958119708cc64b2d1a3f85e565cc9428f00ea86d3", "fetched_at": "2026-08-29T12:45:26.679018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.clawbio.ai"}, {"content_hash": "504721670c8aa07780efa167432bdaf89a513c15f02f1ae4ad2affd29d901b44", "fetched_at": "2026-08-29T12:45:26.681028+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/clawbio/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:41:26.809927+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6e3e5a9854487f87f440fb5ebd273b6f1ed04f739fc87fe04140d87bc5e4880f", "fetched_at": "2026-09-03T02:15:05.298015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ClawBio/ClawBio"}, {"content_hash": "9638fbea32c18bcbbca59b1b0abf18c4e8a8fc65a3c4204ea17a1881fd337eec", "fetched_at": "2026-08-29T12:45:26.676123+00:00", "kind": "homepage", "missing": false, "url": "https://clawbio.github.io/ClawBio/"}, {"content_hash": "6793d178f79fc9a60431859958119708cc64b2d1a3f85e565cc9428f00ea86d3", "fetched_at": "2026-08-29T12:45:26.679018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.clawbio.ai"}, {"content_hash": "504721670c8aa07780efa167432bdaf89a513c15f02f1ae4ad2affd29d901b44", "fetched_at": "2026-08-29T12:45:26.681028+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/clawbio/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:41:26.809927+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6e3e5a9854487f87f440fb5ebd273b6f1ed04f739fc87fe04140d87bc5e4880f", "fetched_at": "2026-09-03T02:15:05.298015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ClawBio/ClawBio"}, {"content_hash": "9638fbea32c18bcbbca59b1b0abf18c4e8a8fc65a3c4204ea17a1881fd337eec", "fetched_at": "2026-08-29T12:45:26.676123+00:00", "kind": "homepage", "missing": false, "url": "https://clawbio.github.io/ClawBio/"}, {"content_hash": "6793d178f79fc9a60431859958119708cc64b2d1a3f85e565cc9428f00ea86d3", "fetched_at": "2026-08-29T12:45:26.679018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.clawbio.ai"}, {"content_hash": "504721670c8aa07780efa167432bdaf89a513c15f02f1ae4ad2affd29d901b44", "fetched_at": "2026-08-29T12:45:26.681028+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/clawbio/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:41:26.809927+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6e3e5a9854487f87f440fb5ebd273b6f1ed04f739fc87fe04140d87bc5e4880f", "fetched_at": "2026-09-03T02:15:05.298015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ClawBio/ClawBio"}, {"content_hash": "9638fbea32c18bcbbca59b1b0abf18c4e8a8fc65a3c4204ea17a1881fd337eec", "fetched_at": "2026-08-29T12:45:26.676123+00:00", "kind": "homepage", "missing": false, "url": "https://clawbio.github.io/ClawBio/"}, {"content_hash": "6793d178f79fc9a60431859958119708cc64b2d1a3f85e565cc9428f00ea86d3", "fetched_at": "2026-08-29T12:45:26.679018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.clawbio.ai"}, {"content_hash": "504721670c8aa07780efa167432bdaf89a513c15f02f1ae4ad2affd29d901b44", "fetched_at": "2026-08-29T12:45:26.681028+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/clawbio/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:41:26.809927+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6e3e5a9854487f87f440fb5ebd273b6f1ed04f739fc87fe04140d87bc5e4880f", "fetched_at": "2026-09-03T02:15:05.298015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ClawBio/ClawBio"}, {"content_hash": "9638fbea32c18bcbbca59b1b0abf18c4e8a8fc65a3c4204ea17a1881fd337eec", "fetched_at": "2026-08-29T12:45:26.676123+00:00", "kind": "homepage", "missing": false, "url": "https://clawbio.github.io/ClawBio/"}, {"content_hash": "6793d178f79fc9a60431859958119708cc64b2d1a3f85e565cc9428f00ea86d3", "fetched_at": "2026-08-29T12:45:26.679018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.clawbio.ai"}, {"content_hash": "504721670c8aa07780efa167432bdaf89a513c15f02f1ae4ad2affd29d901b44", "fetched_at": "2026-08-29T12:45:26.681028+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/clawbio/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.298015+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:41:26.809927+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6e3e5a9854487f87f440fb5ebd273b6f1ed04f739fc87fe04140d87bc5e4880f", "fetched_at": "2026-09-03T02:15:05.298015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ClawBio/ClawBio"}, {"content_hash": "9638fbea32c18bcbbca59b1b0abf18c4e8a8fc65a3c4204ea17a1881fd337eec", "fetched_at": "2026-08-29T12:45:26.676123+00:00", "kind": "homepage", "missing": false, "url": "https://clawbio.github.io/ClawBio/"}, {"content_hash": "6793d178f79fc9a60431859958119708cc64b2d1a3f85e565cc9428f00ea86d3", "fetched_at": "2026-08-29T12:45:26.679018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.clawbio.ai"}, {"content_hash": "504721670c8aa07780efa167432bdaf89a513c15f02f1ae4ad2affd29d901b44", "fetched_at": "2026-08-29T12:45:26.681028+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/clawbio/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:41:26.809927+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6e3e5a9854487f87f440fb5ebd273b6f1ed04f739fc87fe04140d87bc5e4880f", "fetched_at": "2026-09-03T02:15:05.298015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ClawBio/ClawBio"}, {"content_hash": "9638fbea32c18bcbbca59b1b0abf18c4e8a8fc65a3c4204ea17a1881fd337eec", "fetched_at": "2026-08-29T12:45:26.676123+00:00", "kind": "homepage", "missing": false, "url": "https://clawbio.github.io/ClawBio/"}, {"content_hash": "6793d178f79fc9a60431859958119708cc64b2d1a3f85e565cc9428f00ea86d3", "fetched_at": "2026-08-29T12:45:26.679018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.clawbio.ai"}, {"content_hash": "504721670c8aa07780efa167432bdaf89a513c15f02f1ae4ad2affd29d901b44", "fetched_at": "2026-08-29T12:45:26.681028+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/clawbio/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:41:26.809927+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6e3e5a9854487f87f440fb5ebd273b6f1ed04f739fc87fe04140d87bc5e4880f", "fetched_at": "2026-09-03T02:15:05.298015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ClawBio/ClawBio"}, {"content_hash": "9638fbea32c18bcbbca59b1b0abf18c4e8a8fc65a3c4204ea17a1881fd337eec", "fetched_at": "2026-08-29T12:45:26.676123+00:00", "kind": "homepage", "missing": false, "url": "https://clawbio.github.io/ClawBio/"}, {"content_hash": "6793d178f79fc9a60431859958119708cc64b2d1a3f85e565cc9428f00ea86d3", "fetched_at": "2026-08-29T12:45:26.679018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.clawbio.ai"}, {"content_hash": "504721670c8aa07780efa167432bdaf89a513c15f02f1ae4ad2affd29d901b44", "fetched_at": "2026-08-29T12:45:26.681028+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/clawbio/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:41:26.809927+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6e3e5a9854487f87f440fb5ebd273b6f1ed04f739fc87fe04140d87bc5e4880f", "fetched_at": "2026-09-03T02:15:05.298015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ClawBio/ClawBio"}, {"content_hash": "9638fbea32c18bcbbca59b1b0abf18c4e8a8fc65a3c4204ea17a1881fd337eec", "fetched_at": "2026-08-29T12:45:26.676123+00:00", "kind": "homepage", "missing": false, "url": "https://clawbio.github.io/ClawBio/"}, {"content_hash": "6793d178f79fc9a60431859958119708cc64b2d1a3f85e565cc9428f00ea86d3", "fetched_at": "2026-08-29T12:45:26.679018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.clawbio.ai"}, {"content_hash": "504721670c8aa07780efa167432bdaf89a513c15f02f1ae4ad2affd29d901b44", "fetched_at": "2026-08-29T12:45:26.681028+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/clawbio/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 100, "longevity": 13, "rhythm": 95}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 189, "days_push": 0, "days_rel": 35, "gap_med": 16.0, "n_releases_24m": 7}, "score": 81, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 3, "stale_scrape": false}}